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Real Estate Dictionaries Across Space and Time

Author

Listed:
  • Adam D. Nowak

    (West Virginia University)

  • Bradley S. Price

    (West Virginia University)

  • Patrick S. Smith

    (San Diego State University)

Abstract

Leveraging high-dimensional variable selection methods, we show the textual information provided in real estate agents’ remarks about a property can be used to address spatial and temporal heterogeneity in housing markets. Including the textual information in the pricing model decreases in-sample prediction errors by as much as 18.7% at the MSA-level and 39.1% at the zip code level. These results are robust to transforming the raw text using a real estate specific word list, the choice of n-grams, word stemming, and heteroscedasticity in the hedonic and repeat-sales models. These findings suggest the raw text in the remarks can be included directly in predictive pricing models.

Suggested Citation

  • Adam D. Nowak & Bradley S. Price & Patrick S. Smith, 2021. "Real Estate Dictionaries Across Space and Time," The Journal of Real Estate Finance and Economics, Springer, vol. 62(1), pages 139-163, January.
    • Handle: RePEc:kap:jrefec:v:62:y:2021:i:1:d:10.1007_s11146-019-09740-w
    DOI: 10.1007/s11146-019-09740-w
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    References listed on IDEAS

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    1. Steven D. Levitt & Chad Syverson, 2008. "Market Distortions When Agents Are Better Informed: The Value of Information in Real Estate Transactions," The Review of Economics and Statistics, MIT Press, vol. 90(4), pages 599-611, November.
    2. Sanjiv R. Das & Mike Y. Chen, 2007. "Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web," Management Science, INFORMS, vol. 53(9), pages 1375-1388, September.
    3. G. Sirmans & Lynn MacDonald & David Macpherson & Emily Zietz, 2006. "The Value of Housing Characteristics: A Meta Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 33(3), pages 215-240, November.
    4. Gatzlaff, Dean H. & Haurin, Donald R., 1998. "Sample Selection and Biases in Local House Value Indices," Journal of Urban Economics, Elsevier, vol. 43(2), pages 199-222, March.
    5. A. Belloni & D. Chen & V. Chernozhukov & C. Hansen, 2012. "Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain," Econometrica, Econometric Society, vol. 80(6), pages 2369-2429, November.
    6. R. Carter Hill & J. R. Knight & C. F. Sirmans, 1997. "Estimating Capital Asset Price Indexes," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 226-233, May.
    7. Case, Karl E & Shiller, Robert J, 1989. "The Efficiency of the Market for Single-Family Homes," American Economic Review, American Economic Association, vol. 79(1), pages 125-137, March.
    8. Fan J. & Li R., 2001. "Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 1348-1360, December.
    9. Kenneth Soyeh & Jonathan Wiley & Ken Johnson, 2014. "Do Buyer Incentives Work for Houses during a Real Estate Downturn?," The Journal of Real Estate Finance and Economics, Springer, vol. 48(2), pages 380-396, February.
    10. Alexander N. Bogin & William M. Doerner & William D. Larson, 2019. "Local House Price Paths: Accelerations, Declines, and Recoveries," The Journal of Real Estate Finance and Economics, Springer, vol. 58(2), pages 201-222, February.
    11. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    12. Adam Nowak & Patrick Smith, 2017. "Textual Analysis in Real Estate," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(4), pages 896-918, June.
    13. Frazier, Kb & Ingram, Rw & Tennyson, Bm, 1984. "A Methodology For The Analysis Of Narrative Accounting Disclosures," Journal of Accounting Research, Wiley Blackwell, vol. 22(1), pages 318-331.
    14. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    15. Werner Antweiler & Murray Z. Frank, 2004. "Is All That Talk Just Noise? The Information Content of Internet Stock Message Boards," Journal of Finance, American Finance Association, vol. 59(3), pages 1259-1294, June.
    16. Itzhak Ben-David, 2011. "Financial Constraints and Inflated Home Prices during the Real Estate Boom," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 55-87, July.
    17. Hui Zou & Trevor Hastie, 2005. "Addendum: Regularization and variable selection via the elastic net," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(5), pages 768-768, November.
    18. Jerry T. Haag & Ronald C. Rutherford & Thomas A. Thomson, 2000. "Real Estate Agent Remarks: Help or Hype?," Journal of Real Estate Research, American Real Estate Society, vol. 20(1), pages 205-215.
    19. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    20. Hui Zou & Trevor Hastie, 2005. "Regularization and variable selection via the elastic net," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(2), pages 301-320, April.
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    2. Nilsson, Isabelle & Delmelle, Elizabeth C., 2023. "Smart growth as a luxury amenity? Exploring the relationship between the marketing of smart growth characteristics and neighborhood racial and income change," Journal of Transport Geography, Elsevier, vol. 106(C).

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